Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 338 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 31.8 KiB |
| Average record size in memory | 96.4 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 1 |
Group1 is highly correlated with Group3 and 1 other fields | High correlation |
Group3 is highly correlated with Group1 and 1 other fields | High correlation |
Group4 is highly correlated with Group1 and 1 other fields | High correlation |
Group7 is highly correlated with Group8 | High correlation |
Group8 is highly correlated with Group7 | High correlation |
Group7 has 6 (1.8%) zeros | Zeros |
Group8 has 6 (1.8%) zeros | Zeros |
Reproduction
| Analysis started | 2021-02-06 08:18:34.460021 |
|---|---|
| Analysis finished | 2021-02-06 08:18:47.615550 |
| Duration | 13.16 seconds |
| Software version | pandas-profiling v2.10.0 |
| Download configuration | config.yaml |
| Distinct | 292 |
|---|---|
| Distinct (%) | 86.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3488022715 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.1285460741 |
| Q1 | 0.2300866108 |
| median | 0.3120829192 |
| Q3 | 0.4463770174 |
| 95-th percentile | 0.6332528752 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2162904066 |
Descriptive statistics
| Standard deviation | 0.1664523615 |
|---|---|
| Coefficient of variation (CV) | 0.4772112315 |
| Kurtosis | 0.6268529636 |
| Mean | 0.3488022715 |
| Median Absolute Deviation (MAD) | 0.09844289839 |
| Skewness | 0.8064225166 |
| Sum | 117.8951678 |
| Variance | 0.02770638866 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2796630224 | 3 | 0.9% |
| 0.2460599176 | 3 | 0.9% |
| 0.2006247338 | 2 | 0.6% |
| 0.2105636802 | 2 | 0.6% |
| 0.2593118463 | 2 | 0.6% |
| 0.3426096834 | 2 | 0.6% |
| 0.1370154764 | 2 | 0.6% |
| 0.2517393156 | 2 | 0.6% |
| 0.2238156089 | 2 | 0.6% |
| 0.587770363 | 2 | 0.6% |
| Other values (282) | 316 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.05750390459 | 1 | |
| 0.05859245587 | 1 | |
| 0.07648255952 | 1 | |
| 0.07652988783 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9578777983 | 1 | |
| 0.8632211652 | 1 | |
| 0.8173126982 | 1 | |
| 0.7718775143 | 1 |
Group2
Real number (ℝ≥0)
| Distinct | 313 |
|---|---|
| Distinct (%) | 92.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3181308819 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.1096550558 |
| Q1 | 0.2101792357 |
| median | 0.3106188705 |
| Q3 | 0.4020121745 |
| 95-th percentile | 0.5616165032 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1918329388 |
Descriptive statistics
| Standard deviation | 0.1425842437 |
|---|---|
| Coefficient of variation (CV) | 0.4481936581 |
| Kurtosis | 1.602154631 |
| Mean | 0.3181308819 |
| Median Absolute Deviation (MAD) | 0.09773419006 |
| Skewness | 0.6847854524 |
| Sum | 107.5282381 |
| Variance | 0.02033026656 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2353736896 | 2 | 0.6% |
| 0.2259046331 | 2 | 0.6% |
| 0.2556645249 | 2 | 0.6% |
| 0.3473114643 | 2 | 0.6% |
| 0.3902603991 | 2 | 0.6% |
| 0.3432532973 | 2 | 0.6% |
| 0.3006425431 | 2 | 0.6% |
| 0.1849847819 | 2 | 0.6% |
| 0.3564423402 | 2 | 0.6% |
| 0.420696652 | 2 | 0.6% |
| Other values (303) | 318 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.02265809943 | 1 | |
| 0.03415623943 | 1 | |
| 0.03753804532 | 1 | |
| 0.03990530944 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.8150152181 | 1 | |
| 0.8065607034 | 1 | |
| 0.7696990193 | 1 | |
| 0.7240446398 | 1 |
| Distinct | 318 |
|---|---|
| Distinct (%) | 94.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3438777167 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.1166574528 |
| Q1 | 0.2234468938 |
| median | 0.3019141732 |
| Q3 | 0.4518347039 |
| 95-th percentile | 0.6282219612 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2283878101 |
Descriptive statistics
| Standard deviation | 0.1676946891 |
|---|---|
| Coefficient of variation (CV) | 0.4876579115 |
| Kurtosis | 0.7170283668 |
| Mean | 0.3438777167 |
| Median Absolute Deviation (MAD) | 0.09705618133 |
| Skewness | 0.8515998959 |
| Sum | 116.2306682 |
| Variance | 0.02812150875 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2446271854 | 2 | 0.6% |
| 0.3000483726 | 2 | 0.6% |
| 0.5957432106 | 2 | 0.6% |
| 0.2137378205 | 2 | 0.6% |
| 0.5086725174 | 2 | 0.6% |
| 0.6282219612 | 2 | 0.6% |
| 0.4057079677 | 2 | 0.6% |
| 0.4526985004 | 2 | 0.6% |
| 0.4810310276 | 2 | 0.6% |
| 0.5280215604 | 2 | 0.6% |
| Other values (308) | 318 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.05473014996 | 1 | |
| 0.06551033101 | 1 | |
| 0.07117683643 | 1 | |
| 0.07290442955 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9557736162 | 1 | |
| 0.882523668 | 1 | |
| 0.8458986939 | 1 | |
| 0.7954529749 | 1 |
| Distinct | 324 |
|---|---|
| Distinct (%) | 95.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2255673804 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.06084695394 |
| Q1 | 0.1226172787 |
| median | 0.1794735725 |
| Q3 | 0.2920292931 |
| 95-th percentile | 0.4871789429 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1694120144 |
Descriptive statistics
| Standard deviation | 0.1483061184 |
|---|---|
| Coefficient of variation (CV) | 0.6574803418 |
| Kurtosis | 3.1620554 |
| Mean | 0.2255673804 |
| Median Absolute Deviation (MAD) | 0.07060072172 |
| Skewness | 1.479631604 |
| Sum | 76.24177457 |
| Variance | 0.02199470474 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1565272766 | 3 | 0.9% |
| 0.3958819783 | 2 | 0.6% |
| 0.4756951815 | 2 | 0.6% |
| 0.1764805774 | 2 | 0.6% |
| 0.1598386754 | 2 | 0.6% |
| 0.1540225005 | 2 | 0.6% |
| 0.39545744 | 2 | 0.6% |
| 0.4222033539 | 2 | 0.6% |
| 0.1864572278 | 2 | 0.6% |
| 0.1772447463 | 2 | 0.6% |
| Other values (314) | 317 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.02479303757 | 1 | |
| 0.0256421142 | 1 | |
| 0.03298662704 | 1 | |
| 0.03324135003 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.8942899597 | 1 | |
| 0.7363617066 | 1 | |
| 0.6866907238 | 1 | |
| 0.6548503502 | 1 |
Group5
Real number (ℝ≥0)
| Distinct | 291 |
|---|---|
| Distinct (%) | 86.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4249746762 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.173044166 |
| Q1 | 0.3051770288 |
| median | 0.4210974571 |
| Q3 | 0.5349190899 |
| 95-th percentile | 0.6875532303 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2297420611 |
Descriptive statistics
| Standard deviation | 0.1693382378 |
|---|---|
| Coefficient of variation (CV) | 0.3984666552 |
| Kurtosis | 0.2989041036 |
| Mean | 0.4249746762 |
| Median Absolute Deviation (MAD) | 0.1153424991 |
| Skewness | 0.3398898821 |
| Sum | 143.6414406 |
| Variance | 0.02867543877 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6629760311 | 3 | 0.9% |
| 0.4646550675 | 3 | 0.9% |
| 0.5364399562 | 3 | 0.9% |
| 0.3906801314 | 3 | 0.9% |
| 0.6386421706 | 3 | 0.9% |
| 0.4355761041 | 3 | 0.9% |
| 0.6276919333 | 3 | 0.9% |
| 0.5218396399 | 3 | 0.9% |
| 0.6191750821 | 2 | 0.6% |
| 0.485338849 | 2 | 0.6% |
| Other values (281) | 310 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.0216571359 | 1 | |
| 0.03954252342 | 1 | |
| 0.07689499939 | 1 | |
| 0.08504684268 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9732327534 | 1 | |
| 0.9403820416 | 1 | |
| 0.8637303808 | 1 | |
| 0.8527801436 | 1 |
Group6
Real number (ℝ≥0)
| Distinct | 328 |
|---|---|
| Distinct (%) | 97.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2715519322 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.05805932151 |
| Q1 | 0.1442166125 |
| median | 0.2401079688 |
| Q3 | 0.3538739955 |
| 95-th percentile | 0.5959296976 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.209657383 |
Descriptive statistics
| Standard deviation | 0.172008515 |
|---|---|
| Coefficient of variation (CV) | 0.6334276969 |
| Kurtosis | 1.527114084 |
| Mean | 0.2715519322 |
| Median Absolute Deviation (MAD) | 0.1058217287 |
| Skewness | 1.128597283 |
| Sum | 91.78455309 |
| Variance | 0.02958692924 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3408379854 | 2 | 0.6% |
| 0.4055579412 | 2 | 0.6% |
| 0.4619961966 | 2 | 0.6% |
| 0.341144715 | 2 | 0.6% |
| 0.2617017361 | 2 | 0.6% |
| 0.3291822588 | 2 | 0.6% |
| 0.4310165021 | 2 | 0.6% |
| 0.290534323 | 2 | 0.6% |
| 0.3104717502 | 2 | 0.6% |
| 0.2322250169 | 2 | 0.6% |
| Other values (318) | 318 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.01245322373 | 1 | |
| 0.02260597509 | 1 | |
| 0.03613275259 | 1 | |
| 0.03907735722 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.8957119195 | 1 | |
| 0.8199496963 | 1 | |
| 0.8113612662 | 1 | |
| 0.8092141586 | 1 |
| Distinct | 327 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2237705167 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 6 |
| Zeros (%) | 1.8% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01020196813 |
| Q1 | 0.07152061856 |
| median | 0.1690253046 |
| Q3 | 0.330131209 |
| 95-th percentile | 0.5749414246 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2586105904 |
Descriptive statistics
| Standard deviation | 0.1934361914 |
|---|---|
| Coefficient of variation (CV) | 0.8644400269 |
| Kurtosis | 1.830115208 |
| Mean | 0.2237705167 |
| Median Absolute Deviation (MAD) | 0.1131326148 |
| Skewness | 1.28372811 |
| Sum | 75.63443463 |
| Variance | 0.03741756016 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6 | 1.8% |
| 0.4625117151 | 2 | 0.6% |
| 0.2612464855 | 2 | 0.6% |
| 0.2584348641 | 2 | 0.6% |
| 0.282099344 | 2 | 0.6% |
| 0.5663074039 | 2 | 0.6% |
| 0.04620431115 | 2 | 0.6% |
| 0.002281396439 | 1 | 0.3% |
| 0.00362230553 | 1 | 0.3% |
| 0.1603327085 | 1 | 0.3% |
| Other values (317) | 317 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.001621368322 | 1 | 0.3% |
| 0.002281396439 | 1 | 0.3% |
| 0.003423149016 | 1 | 0.3% |
| 0.003484067479 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9990627929 | 1 | |
| 0.9625117151 | 1 | |
| 0.8795688847 | 1 | |
| 0.8254451734 | 1 |
| Distinct | 327 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2603933647 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 6 |
| Zeros (%) | 1.8% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.02738991054 |
| Q1 | 0.1043861829 |
| median | 0.1974403579 |
| Q3 | 0.3952534791 |
| 95-th percentile | 0.6208996024 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2908672962 |
Descriptive statistics
| Standard deviation | 0.1957025973 |
|---|---|
| Coefficient of variation (CV) | 0.7515652233 |
| Kurtosis | 0.819527465 |
| Mean | 0.2603933647 |
| Median Absolute Deviation (MAD) | 0.1269383698 |
| Skewness | 0.9954004001 |
| Sum | 88.01295726 |
| Variance | 0.03829950658 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6 | 1.8% |
| 0.518389662 | 2 | 0.6% |
| 0.08026838966 | 2 | 0.6% |
| 0.2871769384 | 2 | 0.6% |
| 0.1423459245 | 2 | 0.6% |
| 0.09562624254 | 2 | 0.6% |
| 0.3211729622 | 2 | 0.6% |
| 0.3289264414 | 1 | 0.3% |
| 0.4365308151 | 1 | 0.3% |
| 0.3298707753 | 1 | 0.3% |
| Other values (317) | 317 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.009204771372 | 1 | 0.3% |
| 0.01194831014 | 1 | 0.3% |
| 0.01453280318 | 1 | 0.3% |
| 0.01461729622 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9333996024 | 1 | |
| 0.9169980119 | 1 | |
| 0.9060636183 | 1 | |
| 0.8051689861 | 1 |
Group9
Real number (ℝ≥0)
| Distinct | 286 |
|---|---|
| Distinct (%) | 84.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3583972806 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.1235451148 |
| Q1 | 0.2514682328 |
| median | 0.3457020822 |
| Q3 | 0.426988788 |
| 95-th percentile | 0.6557928457 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1755205553 |
Descriptive statistics
| Standard deviation | 0.1557753187 |
|---|---|
| Coefficient of variation (CV) | 0.4346442543 |
| Kurtosis | 1.296573185 |
| Mean | 0.3583972806 |
| Median Absolute Deviation (MAD) | 0.08756006407 |
| Skewness | 0.7800505461 |
| Sum | 121.1382808 |
| Variance | 0.02426594993 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3214095035 | 4 | 1.2% |
| 0.2514682328 | 3 | 0.9% |
| 0.3876134544 | 3 | 0.9% |
| 0.4196476241 | 3 | 0.9% |
| 0.2936465563 | 3 | 0.9% |
| 0.3427656167 | 3 | 0.9% |
| 0.3053924186 | 2 | 0.6% |
| 0.1863320876 | 2 | 0.6% |
| 0.3801388147 | 2 | 0.6% |
| 0.3534436733 | 2 | 0.6% |
| Other values (276) | 311 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.02562733582 | 1 | |
| 0.0736785905 | 1 | |
| 0.07528029899 | 1 | |
| 0.09076348105 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9284570208 | 1 | |
| 0.8414308596 | 1 | |
| 0.8067271757 | 1 | |
| 0.7944474106 | 1 |
Group10
Real number (ℝ≥0)
| Distinct | 314 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2717681191 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.07193555181 |
| Q1 | 0.162331508 |
| median | 0.2391533277 |
| Q3 | 0.3433550969 |
| 95-th percentile | 0.5702506318 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1810235889 |
Descriptive statistics
| Standard deviation | 0.1552122642 |
|---|---|
| Coefficient of variation (CV) | 0.5711202062 |
| Kurtosis | 2.318533108 |
| Mean | 0.2717681191 |
| Median Absolute Deviation (MAD) | 0.08814237574 |
| Skewness | 1.221422123 |
| Sum | 91.85762426 |
| Variance | 0.02409084697 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1413226622 | 3 | 0.9% |
| 0.2352569503 | 3 | 0.9% |
| 0.1918702612 | 3 | 0.9% |
| 0.3251895535 | 2 | 0.6% |
| 0.1832350463 | 2 | 0.6% |
| 0.2287278854 | 2 | 0.6% |
| 0.3761583825 | 2 | 0.6% |
| 0.1427969671 | 2 | 0.6% |
| 0.1232097725 | 2 | 0.6% |
| 0.2386267902 | 2 | 0.6% |
| Other values (304) | 315 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.005897219882 | 1 | |
| 0.006107834878 | 1 | |
| 0.0101095198 | 1 | |
| 0.02106149958 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9056444819 | 1 | |
| 0.8390901432 | 1 | |
| 0.7891743892 | 1 | |
| 0.6876579612 | 1 |
Group11
Real number (ℝ≥0)
| Distinct | 332 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1135731195 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.02142183704 |
| Q1 | 0.04486528629 |
| median | 0.08006672227 |
| Q3 | 0.1488287341 |
| 95-th percentile | 0.3138031693 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1039634478 |
Descriptive statistics
| Standard deviation | 0.1024935674 |
|---|---|
| Coefficient of variation (CV) | 0.9024456477 |
| Kurtosis | 16.91705187 |
| Mean | 0.1135731195 |
| Median Absolute Deviation (MAD) | 0.04110309316 |
| Skewness | 2.904211944 |
| Sum | 38.3877144 |
| Variance | 0.01050493136 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.06189940893 | 3 | 0.9% |
| 0.06610581282 | 2 | 0.6% |
| 0.05551727889 | 2 | 0.6% |
| 0.1742756645 | 2 | 0.6% |
| 0.0249120644 | 2 | 0.6% |
| 0.1051600972 | 1 | 0.3% |
| 0.2219965914 | 1 | 0.3% |
| 0.03557312253 | 1 | 0.3% |
| 0.07165391449 | 1 | 0.3% |
| 0.0454364144 | 1 | 0.3% |
| Other values (322) | 322 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.001668056714 | 1 | |
| 0.002066939841 | 1 | |
| 0.005403053269 | 1 | |
| 0.005765674294 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.5053849222 | 1 | |
| 0.4281466439 | 1 | |
| 0.4266961598 | 1 | |
| 0.3987743409 | 1 |
Class
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 338 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 2 | 182 | |
| 1 | 156 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2 | 182 | |
| 1 | 156 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 182 | |
| 1 | 156 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 338 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 2 | 182 | |
| 1 | 156 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 338 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 2 | 182 | |
| 1 | 156 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 338 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2 | 182 | |
| 1 | 156 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Group1 | Group2 | Group3 | Group4 | Group5 | Group6 | Group7 | Group8 | Group9 | Group10 | Group11 | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.521037 | 0.022658 | 0.545989 | 0.364042 | 0.680010 | 0.792037 | 0.703140 | 0.731113 | 0.668446 | 0.605518 | 0.355260 | 1 |
| 1 | 0.643144 | 0.272574 | 0.615783 | 0.502017 | 0.270471 | 0.181768 | 0.203608 | 0.348757 | 0.344367 | 0.141323 | 0.155274 | 1 |
| 2 | 0.601496 | 0.390260 | 0.595743 | 0.449798 | 0.572941 | 0.431017 | 0.462512 | 0.635686 | 0.481580 | 0.211247 | 0.228560 | 1 |
| 3 | 0.210090 | 0.360839 | 0.233501 | 0.102993 | 0.973233 | 0.811361 | 0.565604 | 0.522863 | 0.763481 | 1.000000 | 0.137905 | 1 |
| 4 | 0.629893 | 0.156578 | 0.630986 | 0.489705 | 0.459788 | 0.347893 | 0.463918 | 0.518390 | 0.342766 | 0.186816 | 0.232766 | 1 |
| 5 | 0.258839 | 0.202570 | 0.267984 | 0.141626 | 0.794379 | 0.461996 | 0.369728 | 0.402038 | 0.491191 | 0.551179 | 0.079487 | 1 |
| 6 | 0.533343 | 0.347311 | 0.523875 | 0.380599 | 0.390802 | 0.274891 | 0.264058 | 0.367793 | 0.334757 | 0.157119 | 0.120173 | 1 |
| 7 | 0.318472 | 0.376057 | 0.320710 | 0.184419 | 0.686093 | 0.445126 | 0.219447 | 0.297465 | 0.549386 | 0.517060 | 0.169779 | 1 |
| 8 | 0.284869 | 0.409537 | 0.302052 | 0.159754 | 0.788295 | 0.533157 | 0.435567 | 0.464861 | 0.631607 | 0.504002 | 0.069261 | 1 |
| 9 | 0.259312 | 0.484613 | 0.277659 | 0.141117 | 0.682443 | 0.675480 | 0.532568 | 0.424602 | 0.460758 | 0.683867 | 0.066106 | 1 |
Last rows
| Group1 | Group2 | Group3 | Group4 | Group5 | Group6 | Group7 | Group8 | Group9 | Group10 | Group11 | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 328 | 0.439633 | 0.371999 | 0.436114 | 0.284526 | 0.661759 | 0.345132 | 0.346298 | 0.421869 | 0.416978 | 0.269798 | 0.116836 | 1 |
| 329 | 0.439159 | 0.411566 | 0.440260 | 0.290087 | 0.656893 | 0.334090 | 0.421509 | 0.396670 | 0.374800 | 0.323505 | 0.165101 | 1 |
| 330 | 0.428274 | 0.196145 | 0.428512 | 0.275823 | 0.394209 | 0.361082 | 0.282099 | 0.349950 | 0.328350 | 0.206403 | 0.080429 | 1 |
| 331 | 0.283923 | 0.326006 | 0.281459 | 0.157291 | 0.404915 | 0.285627 | 0.166518 | 0.146620 | 0.317138 | 0.325190 | 0.055517 | 2 |
| 332 | 0.200625 | 0.343253 | 0.194527 | 0.103502 | 0.521840 | 0.148488 | 0.011729 | 0.037689 | 0.412707 | 0.217355 | 0.066106 | 2 |
| 333 | 0.202045 | 0.171458 | 0.190657 | 0.104649 | 0.250030 | 0.077296 | 0.002281 | 0.014617 | 0.323545 | 0.228517 | 0.035936 | 2 |
| 334 | 0.251739 | 0.314846 | 0.235575 | 0.136234 | 0.250882 | 0.069444 | 0.018172 | 0.042420 | 0.198612 | 0.199874 | 0.024912 | 2 |
| 335 | 0.477022 | 0.381806 | 0.469974 | 0.329060 | 0.600925 | 0.264462 | 0.353327 | 0.493738 | 0.298986 | 0.226411 | 0.254125 | 1 |
| 336 | 0.284396 | 0.152858 | 0.278419 | 0.157419 | 0.390680 | 0.246212 | 0.087582 | 0.104274 | 0.258943 | 0.472199 | 0.023969 | 2 |
| 337 | 0.557954 | 0.396348 | 0.546680 | 0.402675 | 0.348583 | 0.370591 | 0.248360 | 0.302684 | 0.419648 | 0.228939 | 0.191065 | 1 |